Know what arrived before you rely on it.

An upload receipt and a searchable conversation are different stages. Memrain's transcript tooling exposes enough status to check whether sessions were processed, refused, skipped or still waiting for downstream work.

Illustrative request

Check whether yesterday's transcript import finished and explain any sessions it skipped.

The operator checks sessions, page parts and job status, then investigates reported errors. Stored pages may still lack embeddings, and an empty session is not treated as a successful import of conversation content.

Illustrative scenario, not a live product result.

Inspect the import record

The status command reports sessions and parts by source and format, pushed-log job states and import watermarks. That makes it possible to distinguish what was written from what was merely submitted. Use the same source scope as the original import when reviewing the result.

Understand why content was skipped

A supported log with no text turns can be an empty session. A log with assistant turns but no readable user turn is a different condition and is reported rather than imported half empty. Credential policy, unsupported formats and file-size limits can also prevent ingestion.

  • Queued work versus completed ingestion
  • Empty sessions versus unreadable conversation
  • Refusals that need a corrected input or configuration

Verify retrieval after indexing

Deferred embedding leaves pages outside search until the maintenance cycle reaches them. When using incremental imports, a clean-run watermark helps later runs resume without silently skipping failed sessions. These checks require the configured transcript CLI and appropriate deployment access; they are not a browser upload service.

Keep the context. Move the work forward.

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